3DGS Compression

3DGS: 3D Gaussian Splatting

Overview

3D Gaussian Splatting compression studies how to represent scenes with fewer or cheaper-to-store Gaussian primitives without losing important visual detail. Common approaches prune or merge redundant splats, allocate capacity by importance, quantize attributes, and use anchors, entropy models, or image and video codecs to encode what remains. Some methods compress dynamic scenes by sharing stable content across frames or coding motion and residuals, with evaluation spanning novel-view benchmarks such as Mip-NeRF 360 and streaming or mobile settings. The central tension is balancing rate and rendering quality across viewpoints and motion while keeping encoding, decoding, and quality assessment practical.

Latest papers

CardsList

85 papers17 papers in the last four weeks, up 13% on the four weeks before. 0.1% of all new papers.

  1. SparseStreet: Sparse Gaussian Splatting for Real-Time Street Scene Simulation

    Jun 2, 2026Qingpo Wuwu, Xiaobao Wei, Peng Chen +63DGS Compression3D Gaussian Splatting

  2. VEDAL: Variational Error-Driven Asynchronous Learning for 3D Gaussian Splatting Pruning

    Jun 1, 2026Aoduo Li, Jiancheng Li, Huan Ye +53DGS Compression3D Gaussian Splatting

  3. Smaller and Faster 3DGS via Post-Training Dictionary Learning

    May 28, 2026Jiarong Gong, Jonas Unger, Ehsan Miandji3DGS CompressionModel Compression

  4. CodecSplat: Ultra-Compact Latent Coding for Feed-Forward 3D Gaussian Splatting

    May 25, 2026Pengpeng Yu, Runqing Jiang, Qi Zhang +33DGS Compression3D Gaussian Splatting

  5. MMGS: 10×\times Compressed 3DGS through Optimal Transport Aggregation based on Multi-view Ranking

    May 19, 2026Beizhen Zhao, Sicheng Yu, Ziran Yin +23DGS Compression3D Gaussian Splatting

  6. GETA-3DGS: Automatic Joint Structured Pruning and Quantization for 3D Gaussian Splatting

    May 3, 2026Baobing Zhang, Wanxin Sui3DGS CompressionMixed-Precision Quantization

  7. MesonGS++: Post-training Compression of 3D Gaussian Splatting with Hyperparameter Searching

    Apr 29, 2026Shuzhao Xie, Junchen Ge, Weixiang Zhang +103DGS Compression3D Gaussian Splatting

  8. Unfolding 3D Gaussian Splatting via Iterative Gaussian Synopsis

    Apr 13, 2026Yuqin Lu, Yihua Dai, Yang Zhou +23D Gaussian Splatting3DGS Compression

  9. PointSplat: Efficient Geometry-Driven Pruning and Transformer Refinement for 3D Gaussian Splatting

    Apr 10, 2026Anh Thuan Tran, Jana Kosecka3D Gaussian Splatting3D Gaussian Pruning

  10. CGHair: Compact Gaussian Hair Reconstruction with Card Clustering

    Apr 4, 2026Haimin Luo, Srinjay Sarkar, Albert Mosella-Montoro +23D ReconstructionMulti-View 3D Reconstruction

  11. GS^2: Graph-based Spatial Distribution Optimization for Compact 3D Gaussian Splatting

    Apr 2, 2026Xianben Yang, Tao Wang, Yuxuan Li +23D Gaussian Splatting3DGS Compression

  12. Compact Keyframe-Optimized Multi-Agent Gaussian Splatting SLAM

    Apr 1, 2026Monica M. Q. Li, Pierre-Yves Lajoie, Jialiang Liu +1Simultaneous Localization and Mapping3DGS SLAM

  13. LG-HCC: Local Geometry-Aware Hierarchical Context Compression for 3D Gaussian Splatting

    Mar 30, 2026Xuan Deng, Xiandong Meng, Hengyu Man +43DGS Compression3D Gaussian Splatting

  14. Camera-Agnostic Pruning of 3D Gaussian Splats via Descriptor-Based Beta Evidence

    Mar 23, 2026Peter Fasogbon, Ugurcan Budak, Patrice Rondao Alface +13D Gaussian Pruning3D Gaussian Splatting

  15. GaussianPile: A Unified Sparse Gaussian Splatting Framework for Slice-based Volumetric Reconstruction

    Mar 21, 2026Di Kong, Yikai Wang, Wenjie Guo +83D Reconstruction3D Gaussian Splatting

  16. NanoGS: Training-Free Gaussian Splat Simplification

    Mar 17, 2026Butian Xiong, Rong Liu, Tiantian Zhou +33DGS Compression3D Gaussian Splatting

  17. Mobile-GS: Real-time Gaussian Splatting for Mobile Devices

    Mar 12, 2026Xiaobiao Du, Yida Wang, Kun Zhan +13D Gaussian Splatting3DGS Acceleration

  18. ProGS: Towards Progressive Coding for 3D Gaussian Splatting

    Mar 10, 2026Zhiye Tang, Lingzhuo Liu, Shengjie Jiao +43DGS Compression3D Gaussian Splatting

  19. Prune Wisely, Reconstruct Sharply: Compact 3D Gaussian Splatting via Adaptive Pruning and Difference-of-Gaussian Primitives

    Feb 27, 2026Haoran Wang, Guoxi Huang, Fan Zhang +23D Gaussian Splatting3D Gaussian Pruning

  20. PackUV: Packed Gaussian UV Maps for 4D Volumetric Video

    Feb 26, 2026Aashish Rai, Angela Xing, Anushka Agarwal +54D Reconstruction3D Gaussian Splatting

  21. Constrained Dynamic Gaussian Splatting

    Feb 3, 2026Zihan Zheng, Zhenlong Wu, Xuanxuan Wang +53D Gaussian SplattingDynamic Scene Reconstruction

  22. SUCCESS-GS: Survey of Compactness and Compression for Efficient Static and Dynamic Gaussian Splatting

    Dec 8, 2025Seokhyun Youn, Soohyun Lee, Geonho Kim +33DGS Compression3D Gaussian Splatting

  23. GoDe: Gaussians on Demand for Backbone-Agnostic Progressive Compression

    Jan 23, 2025Francesco Di Sario, Riccardo Renzulli, Marco Grangetto +23DGS CompressionGaussian Splatting Compression